{"id":"W4415425677","doi":"10.1016/j.jaap.2025.107432","title":"Production of bio-oil and biochar from digestate via pyrolysis in a mechanical fluidized bed reactor","year":2025,"lang":"en","type":"article","venue":"Journal of Analytical and Applied Pyrolysis","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Biochar; Digestate; Pyrolysis; Fluidized bed; Catalysis; Resource recovery; Greenhouse gas; Biofuel","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003148099,0.0001424786,0.0004703229,0.0003702712,0.00002628682,0.00002277267,0.00007577214,0.0001270736,0.00004131768],"category_scores_gemma":[0.00004033084,0.0001105578,0.0001027067,0.0005025335,0.00008466435,0.00008532597,0.00003617857,0.0002412899,0.000001982127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003301649,"about_ca_system_score_gemma":0.00001507887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002267514,"about_ca_topic_score_gemma":0.000003998338,"domain_scores_codex":[0.9989105,0.00002383198,0.0005525987,0.0001990406,0.0001756509,0.0001383237],"domain_scores_gemma":[0.9995605,0.00005155393,0.0001070311,0.0001231587,0.00006051787,0.0000971913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003768461,0.0001011952,0.000473029,0.0001247855,0.0003207893,0.000003674151,0.0001004073,0.00004044911,0.9673492,0.0001639972,0.0002731762,0.03067245],"study_design_scores_gemma":[0.00193978,0.00009262726,0.002449338,0.0001248925,0.0007106655,0.00001183591,0.0003735134,0.00450216,0.9854296,0.002042494,0.002065459,0.0002576773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969437,0.0007571495,0.0002948935,0.001656197,0.0001566538,0.00003816769,0.000004411597,0.00001784818,0.0001310157],"genre_scores_gemma":[0.9972951,0.002052024,0.0004530314,0.00003912803,0.00009590601,0.000001575097,0.000003555979,0.000008105746,0.00005151567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03041478,"threshold_uncertainty_score":0.4508418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0071512339768757,"score_gpt":0.2079020221505034,"score_spread":0.2007507881736277,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}